Uses for the identification of distantly related sequences in both nucleotide and amino acid sequence databases. PARALIGN is a rapid and sensitive similarity search tool designed to run efficiently on computer clusters using the message passing interface standard. Two algorithms are implemented, accelerated Smith–Waterman and ParAlign. The ParAlign algorithm is similar to Smith–Waterman in sensitivity, while as quick as BLAST for protein searches.